{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7098e247",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1.准备工作\n",
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7dedbf86",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=8ceccf18ca05469a7655cb13b0ed6226; __uuid=1680244933150.37; __gc_id=1e76db793f4f408c8ac5b94d399f1754; XSRF-TOKEN=lLgfhw3KQviPvVELPdmDuQ; _ga=GA1.1.1068975568.1682058869; __tlog=1682058870159.27%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680605936,1680849632,1681454181,1682058871; UniqueKey=28bbcdb3908f3e31a9dba665e9526a14; liepin_login_valid=0; lt_auth=ubwDPHMMnFz9tXOIgTZW4Pocio%2BhBT7BpS5Y0BgFh9DuD6Xi4P%2FmQA%2BFqrYH%2FioIqxJ2d%2F4zMLb2N%2Bj7wHBK40Ua%2F1GkkIC0uuW52GEIS911HuyflMX6k83QSqUmrXg6yUpyn2si; access_system=C; user_roles=0; need_bind_tel=false; new_user=true; c_flag=59c79d0695b57963795ddfa196914bb9; user_photo=5f8fa3b979c7cc70efbf445908u.png; user_name=%E9%A9%AC%E9%80%B8%E4%B8%B9; inited_user=8ceccf18ca05469a7655cb13b0ed6226; imClientId=1514d04033c003de8243eb6668823f4b; imId=1514d04033c003deb04749ac7c51b841; imClientId_0=1514d04033c003de8243eb6668823f4b; imId_0=1514d04033c003deb04749ac7c51b841; imApp_0=1; fe_im_connectJson_0=%7B%220_28bbcdb3908f3e31a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%221%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682060140; fe_im_opened_pages=1682059453386_1682060158891; fe_im_socketSequence_new_0=2_2_1; _ga_54YTJKWN86=GS1.1.1682058868.1.1.1682060535.0.0.0; __session_seq=10; __uv_seq=10',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '2adbd98a-7a6b-4129-902d-2baca642f4f1',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'lLgfhw3KQviPvVELPdmDuQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d61ddf81",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'recruiter': {'recruiterName': '王先生', 'recruiterTitle': '人力资源伙伴(HRBP)', 'imId': '52c4365602551576abcb385e72bd8d3d', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg', 'recruiterId': '4e54ac2e3b974628242a21c338b47b91'}, 'comp': {'compIndustry': '基金/证券/期货', 'compStage': 'B轮', 'compLogo': '5e38f3e729d83a67544619cd08u.jpg', 'compName': '盈米基金', 'compScale': '100-499人', 'compId': 9954019, 'link': 'https://www.liepin.com/company/9954019/'}, 'dataParams': '{\"recruiterName\":\"王先生\",\"jobKind\":\"2\",\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"imUserType\":\"2\",\"userId\":\"4e54ac2e3b974628242a21c338b47b91\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\",\"jobId\":\"58569501\"}', 'job': {'labels': ['数据产品', '基金产品', '工具产品', '投资产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '用户研究', '产品规划'], 'salary': '15-25k·15薪', 'dq': '广州', 'jobKind': '2', 'requireWorkYears': '3-5年', 'title': '产品经理', 'refreshTime': '20230602092324', 'topJob': True, 'jobId': '58569501', 'advViewFlag': True, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1958569501.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'requireEduLevel': '统招本科'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2258569501%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '唐先生', 'recruiterTitle': '人力资源经理', 'imId': '8a3cfebed73e3f07c0e770cd23fcb1ad', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '5ca47b93509919fa0ea15bee05u.png', 'recruiterId': '538fb44ddf62cf77b210bdf561a87525'}, 'comp': {'compIndustry': '机械/设备', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '英联斯特(广州)餐饮设备有限公司', 'compScale': '500-999人', 'compId': 8947928, 'link': 'https://www.liepin.com/company/8947928/'}, 'dataParams': '{\"recruiterName\":\"唐先生\",\"jobKind\":\"2\",\"imId\":\"8a3cfebed73e3f07c0e770cd23fcb1ad\",\"imUserType\":\"2\",\"userId\":\"538fb44ddf62cf77b210bdf561a87525\",\"recruiterPhoto\":\"5ca47b93509919fa0ea15bee05u.png\",\"jobId\":\"57075805\"}', 'job': {'labels': ['策略产品', '商业产品', '制造业', '家电行业', '房地产行业', '产品设计', '用户研究', '产品规划', '团队管理', '需求验证'], 'salary': '15-20k', 'dq': '广州-花都区', 'jobKind': '2', 'requireWorkYears': '3-5年', 'title': '产品经理', 'refreshTime': '20230317173639', 'topJob': True, 'jobId': '57075805', 'advViewFlag': True, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1957075805.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1', 'requireEduLevel': '本科'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2257075805%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '田女士', 'recruiterTitle': '招聘主管', 'imId': '09b02d7b61216b8edc2616a5acb8537e', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '6448d43ce25bf5312c2be9cf06u.jpeg', 'recruiterId': '7d1ff74850b2c3fd9f43c6ad428f4b0d'}, 'comp': {'compIndustry': '整车制造', 'compStage': '美股上市', 'compLogo': '6196092ccebef22fcca2f36f01u.png', 'compName': '小鹏汽车', 'compScale': '10000人以上', 'compId': 8908817, 'link': 'https://www.liepin.com/company/8908817/'}, 'dataParams': '{\"recruiterName\":\"田女士\",\"jobKind\":\"2\",\"imId\":\"09b02d7b61216b8edc2616a5acb8537e\",\"imUserType\":\"2\",\"userId\":\"7d1ff74850b2c3fd9f43c6ad428f4b0d\",\"recruiterPhoto\":\"6448d43ce25bf5312c2be9cf06u.jpeg\",\"jobId\":\"58422025\"}', 'job': {'labels': ['工具产品', '数据产品', '用户研究', '移动端产品', '产品规划', '需求挖掘'], 'salary': '25-45k·15薪', 'dq': '广州-天河区', 'jobKind': '2', 'requireWorkYears': '5-10年', 'title': '智能车联资深产品经理（离车智能）', 'refreshTime': '20230601161931', 'topJob': True, 'jobId': '58422025', 'advViewFlag': True, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1958422025.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2', 'requireEduLevel': '统招本科'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2258422025%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '吴女士', 'recruiterTitle': 'HR Specialist', 'imId': '0ce6f53a162e27cc9427b88c78d2ff1f', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg', 'recruiterId': '14799e1bef289c70aa9b550257de7ea8'}, 'comp': {'compIndustry': '贸易/进出口', 'compLogo': '6274ee6d04a5ff469b10880402u.png', 'compName': '仙婷集团', 'compScale': '50-99人', 'compId': 8112968, 'link': 'https://www.liepin.com/company/8112968/'}, 'dataParams': '{\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"imUserType\":\"2\",\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"jobId\":\"50965433\"}', 'job': {'labels': ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质'], 'salary': '薪资面议', 'dq': '广州-天河区', 'jobKind': '2', 'requireWorkYears': '3-5年', 'title': '产品经理（化妆品原料）/Product Manager', 'refreshTime': '20230602103507', 'topJob': False, 'jobId': '50965433', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1950965433.shtml', 'dataPromId': 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{'compIndustry': 'IT服务', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '广州市新目标电子商务有限公司', 'compScale': '100-499人', 'compId': 13315477, 'link': 'https://www.liepin.com/company/13315477/'}, 'dataParams': '{\"recruiterName\":\"樊女士\",\"jobKind\":\"2\",\"imId\":\"c161b9ea744ffb27d0e00b26797bdaff\",\"imUserType\":\"2\",\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"jobId\":\"57679297\"}', 'job': {'labels': ['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL'], 'salary': '20-25k', 'dq': '广州-番禺区', 'jobKind': '2', 'requireWorkYears': '3-5年', 'title': '产品经理Product Manager', 'refreshTime': '20230410215438', 'topJob': False, 'jobId': '57679297', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1957679297.shtml', 'dataPromId': 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     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ffcfe1ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>...</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"recruiterName\":\"王先生\",\"jobKind\":\"2\",\"imId\":\"5...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>52c4365602551576abcb385e72bd8d3d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>4e54ac2e3b974628242a21c338b47b91</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230602092324</td>\n",
       "      <td>True</td>\n",
       "      <td>58569501</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958569501.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"recruiterName\":\"唐先生\",\"jobKind\":\"2\",\"imId\":\"8...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>唐先生</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>8a3cfebed73e3f07c0e770cd23fcb1ad</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5ca47b93509919fa0ea15bee05u.png</td>\n",
       "      <td>538fb44ddf62cf77b210bdf561a87525</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230317173639</td>\n",
       "      <td>True</td>\n",
       "      <td>57075805</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1957075805.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"recruiterName\":\"田女士\",\"jobKind\":\"2\",\"imId\":\"0...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>田女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>09b02d7b61216b8edc2616a5acb8537e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>6448d43ce25bf5312c2be9cf06u.jpeg</td>\n",
       "      <td>7d1ff74850b2c3fd9f43c6ad428f4b0d</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>...</td>\n",
       "      <td>智能车联资深产品经理（离车智能）</td>\n",
       "      <td>20230601161931</td>\n",
       "      <td>True</td>\n",
       "      <td>58422025</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958422025.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"imId\":\"0...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>20230602103507</td>\n",
       "      <td>False</td>\n",
       "      <td>50965433</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1950965433.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"recruiterName\":\"樊女士\",\"jobKind\":\"2\",\"imId\":\"c...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>c161b9ea744ffb27d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>False</td>\n",
       "      <td>57679297</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1957679297.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"imId\":\"f...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>张先生</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>f8a500e0eab81d475153eb2d84a8b1de</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>5445ba45a2189a2b1a078f176245fc3b</td>\n",
       "      <td>制药</td>\n",
       "      <td>...</td>\n",
       "      <td>神外产品销售经理 Product Sales Manager</td>\n",
       "      <td>20230428143658</td>\n",
       "      <td>False</td>\n",
       "      <td>58215521</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958215521.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"imId\":\"0...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>...</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>20230602103507</td>\n",
       "      <td>False</td>\n",
       "      <td>57794503</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1957794503.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobKind\":\"1\",\"imId\":\"1...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>14a8accf08a04a521806a0cca0964ad2</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>647590562157026bce265fa703u.jpeg</td>\n",
       "      <td>9780c9933530029971f2c48a1f2fc365</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>...</td>\n",
       "      <td>化妆品原料产品经理</td>\n",
       "      <td>20230507193936</td>\n",
       "      <td>False</td>\n",
       "      <td>45379571</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/45379571.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>硕士及以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"recruiterName\":\"朱女士\",\"jobKind\":\"1\",\"imId\":\"c...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>c55d8c37c29999932efebeb7f272cb14</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>62a6c09a08bee4201e5c618f05u.png</td>\n",
       "      <td>7660709be664be56c32a8aef2aff706d</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230425140852</td>\n",
       "      <td>False</td>\n",
       "      <td>45380041</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/45380041.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"recruiterName\":\"田女士\",\"jobKind\":\"2\",\"imId\":\"0...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>田女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>09b02d7b61216b8edc2616a5acb8537e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>6448d43ce25bf5312c2be9cf06u.jpeg</td>\n",
       "      <td>7d1ff74850b2c3fd9f43c6ad428f4b0d</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>...</td>\n",
       "      <td>智能座舱产品经理/专家 （车机）</td>\n",
       "      <td>20230601161931</td>\n",
       "      <td>False</td>\n",
       "      <td>58421733</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958421733.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"recruiterName\":\"赵女士\",\"jobKind\":\"2\",\"imId\":\"5...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>赵女士</td>\n",
       "      <td>Talent Acquisition Specialist</td>\n",
       "      <td>537ed57d5fd222add3a0457e92ea9bdb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>5d9f492327569d32d74478209a321e71</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>...</td>\n",
       "      <td>企业产品经理（Microsoft 365）</td>\n",
       "      <td>20230531104122</td>\n",
       "      <td>False</td>\n",
       "      <td>58973463</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958973463.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"recruiterName\":\"曾女士\",\"jobKind\":\"1\",\"imId\":\"7...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>曾女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>7908151abdbef12e2efebeb7f272cb14</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>62c6abbf1551f613ff3fa49a08u.png</td>\n",
       "      <td>ef813c13d17ddf72662825202deeb056</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>...</td>\n",
       "      <td>AI应用产品经理/港资企业正编/双休WLB</td>\n",
       "      <td>20230602154243</td>\n",
       "      <td>False</td>\n",
       "      <td>44113675</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/44113675.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"recruiterName\":\"冯先生\",\"jobKind\":\"2\",\"imId\":\"f...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>冯先生</td>\n",
       "      <td>Recruiter</td>\n",
       "      <td>fadfc2ceb1f0029d4ad85438c465a917</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>f7de5de3cbf7fd89b9bfda7f445931e2</td>\n",
       "      <td>日化</td>\n",
       "      <td>...</td>\n",
       "      <td>eWMS产品经理</td>\n",
       "      <td>20230601140431</td>\n",
       "      <td>False</td>\n",
       "      <td>57001973</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1957001973.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"recruiterName\":\"程先生\",\"jobKind\":\"2\",\"imId\":\"6...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>程先生</td>\n",
       "      <td>招聘专家</td>\n",
       "      <td>6fa10ff6ea77d091528dabef14b76f2d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>63a46574fd38b10039f0b94b05u.png</td>\n",
       "      <td>1147dd557533b4567e1472c76bc04ebd</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>...</td>\n",
       "      <td>自动驾驶（硬件）产品经理</td>\n",
       "      <td>20230529185232</td>\n",
       "      <td>False</td>\n",
       "      <td>57223711</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1957223711.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"recruiterName\":\"罗女士\",\"jobKind\":\"2\",\"imId\":\"4...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>罗女士</td>\n",
       "      <td></td>\n",
       "      <td>4d5b8a326d23429f01542792432e8b68</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>f09ba50e4cac6dd3c1d1ec63c516dc33</td>\n",
       "      <td>制药</td>\n",
       "      <td>...</td>\n",
       "      <td>产科产品销售经理</td>\n",
       "      <td>20230529094328</td>\n",
       "      <td>False</td>\n",
       "      <td>56356237</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1956356237.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"recruiterName\":\"戴先生\",\"jobKind\":\"1\",\"imId\":\"2...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>戴先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>25a454b754ae73fd2972004574cc2f3b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8fa3a6f6d1ab58476f322808u.png</td>\n",
       "      <td>6ead9a9d40a95e1521ca53f73fa20618</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>...</td>\n",
       "      <td>高级产品PM（ARPG）</td>\n",
       "      <td>20230517172019</td>\n",
       "      <td>False</td>\n",
       "      <td>46215899</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/46215899.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科及以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"imId\":\"2...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>24c1cab13ef9bc2e801c17c79e240538</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>57a52ed73fed146b4c632be0178bfd3f</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>...</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>20230602112922</td>\n",
       "      <td>False</td>\n",
       "      <td>56876529</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1956876529.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"recruiterName\":\"谢女士\",\"jobKind\":\"2\",\"imId\":\"f...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>fb94d0eef421593a509db46caffb89c7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>ccfed7449a759b2cf7778dde1bad5db7</td>\n",
       "      <td>日化</td>\n",
       "      <td>...</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>20230602105215</td>\n",
       "      <td>False</td>\n",
       "      <td>57513943</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1957513943.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"imId\":\"d...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>d4cc4bca17cae276aefc9b4a2bd8879c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>制药</td>\n",
       "      <td>...</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>False</td>\n",
       "      <td>57157157</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1957157157.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"recruiterName\":\"Keli Tang\",\"jobKind\":\"2\",\"im...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>Keli Tang</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>edbe6a7c4ed9d6e5aaa70b13e477f173</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>8d90c26ed477481c5bfe988e1b72f121</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230602105232</td>\n",
       "      <td>False</td>\n",
       "      <td>30477665</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1930477665.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"recruiterName\":\"宋女士\",\"jobKind\":\"1\",\"imId\":\"3...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>宋女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>37476b87b3e233679f90a7bcfdb96d0e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>6100c9081d756a75997a266703u.jpg</td>\n",
       "      <td>375a1dfe17607510a0693c119d820cfb</td>\n",
       "      <td>日化</td>\n",
       "      <td>...</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>20230411142619</td>\n",
       "      <td>False</td>\n",
       "      <td>45187159</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/45187159.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科及以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"jobKind\":\"1\",\"imId\":\"7...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>唐女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>73f267275bfde46ce68ea511f8a9efc5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>1d96d00cfe919fa26a1adf5987777a35</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>...</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>20230425143147</td>\n",
       "      <td>False</td>\n",
       "      <td>45327891</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/45327891.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科及以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"recruiterName\":\"黎先生\",\"jobKind\":\"2\",\"imId\":\"b...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>beff7093463e459a613348042573671f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>ed79e9abb562c2c2e3f3af8aab9ad0d7</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>False</td>\n",
       "      <td>56295007</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1956295007.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"recruiterName\":\"林先生\",\"jobKind\":\"1\",\"imId\":\"d...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>林先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>d9615c119bb132bd55a0b6511a508218</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>62f7aab56555120790d6013103u.png</td>\n",
       "      <td>ec2448066ad5cdf94f25083a3243b675</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>...</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>20230413114524</td>\n",
       "      <td>False</td>\n",
       "      <td>44978805</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/44978805.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>学历不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"imId\":\"5...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HRBP经理</td>\n",
       "      <td>556085ce1cfb1ea84c7b9da341e06feb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>1b2d3c696b09ca69b0e5f3264419b081</td>\n",
       "      <td>互联网</td>\n",
       "      <td>...</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>20230530171214</td>\n",
       "      <td>False</td>\n",
       "      <td>58870277</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958870277.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"imId\":\"1...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>18f5af2ced812a43d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>7f371db882206fccd2bdf1809a52d3e6</td>\n",
       "      <td>制药</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>20230602115342</td>\n",
       "      <td>False</td>\n",
       "      <td>35923437</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1935923437.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"imId\":\"b...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>张先生</td>\n",
       "      <td>112</td>\n",
       "      <td>bd0efb08acc7704271de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>80a35acbf6b5573c5c8cd7b9f6ba8101</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>...</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>False</td>\n",
       "      <td>43037645</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1943037645.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobKind\":\"2\",\"imId\":\"f...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>陈先生</td>\n",
       "      <td></td>\n",
       "      <td>feaaf399e43a569d29323863fa1c0b93</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>3466dbf14ff3a1923d3d8a2c8cd5b370</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>False</td>\n",
       "      <td>50466807</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1950466807.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"recruiterName\":\"林女士\",\"jobKind\":\"2\",\"imId\":\"7...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>林女士</td>\n",
       "      <td>人力资源业务合作伙伴</td>\n",
       "      <td>7b8081a6d08696bafaf1d0d00bd33fc5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>308332da68f592edf82050c4b8bff969</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理-产品企划(J13606)</td>\n",
       "      <td>20230206112123</td>\n",
       "      <td>False</td>\n",
       "      <td>55829685</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1955829685.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"recruiterName\":\"郑先生\",\"jobKind\":\"2\",\"imId\":\"e...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>郑先生</td>\n",
       "      <td>HRM</td>\n",
       "      <td>ecb69f58b8af2fa07bed4a56d1662c8b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>71e39b9fa38c7913909ac669ef10aa84</td>\n",
       "      <td>互联网</td>\n",
       "      <td>...</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>20230520104442</td>\n",
       "      <td>False</td>\n",
       "      <td>55992453</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1955992453.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"recruiterName\":\"杜先生\",\"jobKind\":\"2\",\"imId\":\"0...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>杜先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>0d2213fbc6520bd4e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>cd24cb737616cf6b537f73a32e6c2ba3</td>\n",
       "      <td>日化</td>\n",
       "      <td>...</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>20230530113900</td>\n",
       "      <td>False</td>\n",
       "      <td>54145433</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1954145433.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"recruiterName\":\"谢女士\",\"jobKind\":\"2\",\"imId\":\"f...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>fb94d0eef421593a509db46caffb89c7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>ccfed7449a759b2cf7778dde1bad5db7</td>\n",
       "      <td>日化</td>\n",
       "      <td>...</td>\n",
       "      <td>Senior Product Manager</td>\n",
       "      <td>20230602105215</td>\n",
       "      <td>False</td>\n",
       "      <td>58584023</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958584023.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"jobKind\":\"1\",\"imId\":\"9...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>日化</td>\n",
       "      <td>...</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>20230531094236</td>\n",
       "      <td>False</td>\n",
       "      <td>45177357</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/45177357.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科及以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobKind\":\"1\",\"imId\":\"c...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>cdd38888643756d4ef38cb0ce6f46cd7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>6400c9110fa75b6cd95be96806u.png</td>\n",
       "      <td>2c100205c7eb2c028df3dac679d77fed</td>\n",
       "      <td>日化</td>\n",
       "      <td>...</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>20230524161531</td>\n",
       "      <td>False</td>\n",
       "      <td>46414125</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/46414125.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"recruiterName\":\"俞女士\",\"jobKind\":\"2\",\"imId\":\"9...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>927752d28c878e66e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>互联网</td>\n",
       "      <td>...</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>False</td>\n",
       "      <td>57403583</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1957403583.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"jobKind\":\"1\",\"imId\":\"b...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>b46e176196ab3b129941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>600a795d845ac93d96472a1605u.png</td>\n",
       "      <td>0fa2d60e2668081853ee69faf212d0bc</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230419100536</td>\n",
       "      <td>False</td>\n",
       "      <td>45422545</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/45422545.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"imId\":\"9...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>唐女士</td>\n",
       "      <td></td>\n",
       "      <td>9e5b45289ab5581e337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>69bf0604ae10eb243f03c06e2c7db374</td>\n",
       "      <td>游戏</td>\n",
       "      <td>...</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>False</td>\n",
       "      <td>48905275</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1948905275.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"imId\":\"b...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>...</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>False</td>\n",
       "      <td>23154709</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1923154709.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"imId\":\"b...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>...</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>False</td>\n",
       "      <td>25415919</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1925415919.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"recruiterName\":\"邱女士\",\"jobKind\":\"2\",\"imId\":\"d...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>邱女士</td>\n",
       "      <td>人力资源管理</td>\n",
       "      <td>d458df6acc9507089941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>2b6b0643bf65c612313162312f0bffed</td>\n",
       "      <td>游戏</td>\n",
       "      <td>...</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>False</td>\n",
       "      <td>31935443</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1931935443.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"王先生\",\"jobKind\":\"2\",\"imId\":\"5...   \n",
       "1   {\"recruiterName\":\"唐先生\",\"jobKind\":\"2\",\"imId\":\"8...   \n",
       "2   {\"recruiterName\":\"田女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       "3   {\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       "4   {\"recruiterName\":\"樊女士\",\"jobKind\":\"2\",\"imId\":\"c...   \n",
       "5   {\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       "6   {\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       "7   {\"recruiterName\":\"陈女士\",\"jobKind\":\"1\",\"imId\":\"1...   \n",
       "8   {\"recruiterName\":\"朱女士\",\"jobKind\":\"1\",\"imId\":\"c...   \n",
       "9   {\"recruiterName\":\"田女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       "10  {\"recruiterName\":\"赵女士\",\"jobKind\":\"2\",\"imId\":\"5...   \n",
       "11  {\"recruiterName\":\"曾女士\",\"jobKind\":\"1\",\"imId\":\"7...   \n",
       "12  {\"recruiterName\":\"冯先生\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       "13  {\"recruiterName\":\"程先生\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       "14  {\"recruiterName\":\"罗女士\",\"jobKind\":\"2\",\"imId\":\"4...   \n",
       "15  {\"recruiterName\":\"戴先生\",\"jobKind\":\"1\",\"imId\":\"2...   \n",
       "16  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"imId\":\"2...   \n",
       "17  {\"recruiterName\":\"谢女士\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       "18  {\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       "19  {\"recruiterName\":\"Keli Tang\",\"jobKind\":\"2\",\"im...   \n",
       "20  {\"recruiterName\":\"宋女士\",\"jobKind\":\"1\",\"imId\":\"3...   \n",
       "21  {\"recruiterName\":\"唐女士\",\"jobKind\":\"1\",\"imId\":\"7...   \n",
       "22  {\"recruiterName\":\"黎先生\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       "23  {\"recruiterName\":\"林先生\",\"jobKind\":\"1\",\"imId\":\"d...   \n",
       "24  {\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"imId\":\"5...   \n",
       "25  {\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"imId\":\"1...   \n",
       "26  {\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       "27  {\"recruiterName\":\"陈先生\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       "28  {\"recruiterName\":\"林女士\",\"jobKind\":\"2\",\"imId\":\"7...   \n",
       "29  {\"recruiterName\":\"郑先生\",\"jobKind\":\"2\",\"imId\":\"e...   \n",
       "30  {\"recruiterName\":\"杜先生\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       "31  {\"recruiterName\":\"谢女士\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       "32  {\"recruiterName\":\"孙女士\",\"jobKind\":\"1\",\"imId\":\"9...   \n",
       "33  {\"recruiterName\":\"陈女士\",\"jobKind\":\"1\",\"imId\":\"c...   \n",
       "34  {\"recruiterName\":\"俞女士\",\"jobKind\":\"2\",\"imId\":\"9...   \n",
       "35  {\"recruiterName\":\"杨女士\",\"jobKind\":\"1\",\"imId\":\"b...   \n",
       "36  {\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"imId\":\"9...   \n",
       "37  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       "38  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       "39  {\"recruiterName\":\"邱女士\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       "\n",
       "                                             dataInfo recruiter.recruiterName  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王先生   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     唐先生   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     田女士   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     吴女士   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     樊女士   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     张先生   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     吴女士   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈女士   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     朱女士   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     田女士   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     赵女士   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     曾女士   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     冯先生   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     程先生   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     罗女士   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     戴先生   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王女士   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     谢女士   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘先生   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...               Keli Tang   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     宋女士   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     唐女士   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     黎先生   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     林先生   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     黄女士   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈女士   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     张先生   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈先生   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     林女士   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     郑先生   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     杜先生   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     谢女士   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     孙女士   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈女士   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     俞女士   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     杨女士   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     唐女士   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘女士   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘女士   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     邱女士   \n",
       "\n",
       "         recruiter.recruiterTitle                    recruiter.imId  \\\n",
       "0                    人力资源伙伴(HRBP)  52c4365602551576abcb385e72bd8d3d   \n",
       "1                          人力资源经理  8a3cfebed73e3f07c0e770cd23fcb1ad   \n",
       "2                            招聘主管  09b02d7b61216b8edc2616a5acb8537e   \n",
       "3                   HR Specialist  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "4                             HRM  c161b9ea744ffb27d0e00b26797bdaff   \n",
       "5                          人力资源专员  f8a500e0eab81d475153eb2d84a8b1de   \n",
       "6                   HR Specialist  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "7                            猎头顾问  14a8accf08a04a521806a0cca0964ad2   \n",
       "8                            猎头顾问  c55d8c37c29999932efebeb7f272cb14   \n",
       "9                            招聘主管  09b02d7b61216b8edc2616a5acb8537e   \n",
       "10  Talent Acquisition Specialist  537ed57d5fd222add3a0457e92ea9bdb   \n",
       "11                           猎头顾问  7908151abdbef12e2efebeb7f272cb14   \n",
       "12                      Recruiter  fadfc2ceb1f0029d4ad85438c465a917   \n",
       "13                           招聘专家  6fa10ff6ea77d091528dabef14b76f2d   \n",
       "14                                 4d5b8a326d23429f01542792432e8b68   \n",
       "15                           猎头顾问  25a454b754ae73fd2972004574cc2f3b   \n",
       "16                         人力资源专员  24c1cab13ef9bc2e801c17c79e240538   \n",
       "17                         人力资源经理  fb94d0eef421593a509db46caffb89c7   \n",
       "18                     高级医学信息沟通专员  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       "19                           HRBP  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       "20                           猎头顾问  37476b87b3e233679f90a7bcfdb96d0e   \n",
       "21                           猎头顾问  73f267275bfde46ce68ea511f8a9efc5   \n",
       "22                           招聘主管  beff7093463e459a613348042573671f   \n",
       "23                           猎头顾问  d9615c119bb132bd55a0b6511a508218   \n",
       "24                         HRBP经理  556085ce1cfb1ea84c7b9da341e06feb   \n",
       "25                             HR  18f5af2ced812a43d6a9d1214a39013b   \n",
       "26                            112  bd0efb08acc7704271de52c3bc0b6279   \n",
       "27                                 feaaf399e43a569d29323863fa1c0b93   \n",
       "28                     人力资源业务合作伙伴  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       "29                            HRM  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       "30                           招聘经理  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       "31                         人力资源经理  fb94d0eef421593a509db46caffb89c7   \n",
       "32                           猎头顾问  9cfdabc8878349689809d03804875792   \n",
       "33                           猎头顾问  cdd38888643756d4ef38cb0ce6f46cd7   \n",
       "34                             HR  927752d28c878e66e4cd5c055e1e05ce   \n",
       "35                           猎头顾问  b46e176196ab3b129941166e65ebdb6f   \n",
       "36                                 9e5b45289ab5581e337193710fe42056   \n",
       "37                     Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "38                     Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "39                         人力资源管理  d458df6acc9507089941166e65ebdb6f   \n",
       "\n",
       "   recruiter.imUserType  recruiter.chatted          recruiter.recruiterPhoto  \\\n",
       "0                     2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       "1                     2              False   5ca47b93509919fa0ea15bee05u.png   \n",
       "2                     2              False  6448d43ce25bf5312c2be9cf06u.jpeg   \n",
       "3                     2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "4                     2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "5                     2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       "6                     2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "7                     2              False  647590562157026bce265fa703u.jpeg   \n",
       "8                     2              False   62a6c09a08bee4201e5c618f05u.png   \n",
       "9                     2              False  6448d43ce25bf5312c2be9cf06u.jpeg   \n",
       "10                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       "11                    2              False   62c6abbf1551f613ff3fa49a08u.png   \n",
       "12                    2              False   63a9534728c57209b0f4aa0505u.png   \n",
       "13                    2              False   63a46574fd38b10039f0b94b05u.png   \n",
       "14                    2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "15                    2              False   5f8fa3a6f6d1ab58476f322808u.png   \n",
       "16                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "17                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "18                    2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       "19                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       "20                    2              False   6100c9081d756a75997a266703u.jpg   \n",
       "21                    2              False   5f8fa3bddfb13a7dee343d7608u.png   \n",
       "22                    2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "23                    2              False   62f7aab56555120790d6013103u.png   \n",
       "24                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "25                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "26                    2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       "27                    2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "28                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "29                    2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "30                    2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       "31                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "32                    2              False  6321be3095ee1c04143439eb01u.jpeg   \n",
       "33                    2              False   6400c9110fa75b6cd95be96806u.png   \n",
       "34                    2              False   601baaab60c8320221e3c1d902u.png   \n",
       "35                    2              False   600a795d845ac93d96472a1605u.png   \n",
       "36                    2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "37                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "38                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "39                    2              False   62903e4ce4c190153f6f304c06u.jpg   \n",
       "\n",
       "               recruiter.recruiterId comp.compIndustry  ...  \\\n",
       "0   4e54ac2e3b974628242a21c338b47b91          基金/证券/期货  ...   \n",
       "1   538fb44ddf62cf77b210bdf561a87525             机械/设备  ...   \n",
       "2   7d1ff74850b2c3fd9f43c6ad428f4b0d              整车制造  ...   \n",
       "3   14799e1bef289c70aa9b550257de7ea8            贸易/进出口  ...   \n",
       "4   74207202b9a1882cbe061eb681f898fc              IT服务  ...   \n",
       "5   5445ba45a2189a2b1a078f176245fc3b                制药  ...   \n",
       "6   14799e1bef289c70aa9b550257de7ea8            贸易/进出口  ...   \n",
       "7   9780c9933530029971f2c48a1f2fc365            贸易/进出口  ...   \n",
       "8   7660709be664be56c32a8aef2aff706d            贸易/进出口  ...   \n",
       "9   7d1ff74850b2c3fd9f43c6ad428f4b0d              整车制造  ...   \n",
       "10  5d9f492327569d32d74478209a321e71           其他商务服务业  ...   \n",
       "11  ef813c13d17ddf72662825202deeb056          食品/饮料/酒水  ...   \n",
       "12  f7de5de3cbf7fd89b9bfda7f445931e2                日化  ...   \n",
       "13  1147dd557533b4567e1472c76bc04ebd              人工智能  ...   \n",
       "14  f09ba50e4cac6dd3c1d1ec63c516dc33                制药  ...   \n",
       "15  6ead9a9d40a95e1521ca53f73fa20618             计算机软件  ...   \n",
       "16  57a52ed73fed146b4c632be0178bfd3f              医疗器械  ...   \n",
       "17  ccfed7449a759b2cf7778dde1bad5db7                日化  ...   \n",
       "18  22ab2b1a88769c3259935c280d474240                制药  ...   \n",
       "19  8d90c26ed477481c5bfe988e1b72f121            专业技术服务  ...   \n",
       "20  375a1dfe17607510a0693c119d820cfb                日化  ...   \n",
       "21  1d96d00cfe919fa26a1adf5987777a35           电气机械/器材  ...   \n",
       "22  ed79e9abb562c2c2e3f3af8aab9ad0d7              通信设备  ...   \n",
       "23  ec2448066ad5cdf94f25083a3243b675          食品/饮料/酒水  ...   \n",
       "24  1b2d3c696b09ca69b0e5f3264419b081               互联网  ...   \n",
       "25  7f371db882206fccd2bdf1809a52d3e6                制药  ...   \n",
       "26  80a35acbf6b5573c5c8cd7b9f6ba8101             计算机软件  ...   \n",
       "27  3466dbf14ff3a1923d3d8a2c8cd5b370          服装/纺织/皮革  ...   \n",
       "28  308332da68f592edf82050c4b8bff969          服装/纺织/皮革  ...   \n",
       "29  71e39b9fa38c7913909ac669ef10aa84               互联网  ...   \n",
       "30  cd24cb737616cf6b537f73a32e6c2ba3                日化  ...   \n",
       "31  ccfed7449a759b2cf7778dde1bad5db7                日化  ...   \n",
       "32  47227c6fbfcd952686963be95b15422d                日化  ...   \n",
       "33  2c100205c7eb2c028df3dac679d77fed                日化  ...   \n",
       "34  77ca96ebd1c0d4c9b55b81912526b943               互联网  ...   \n",
       "35  0fa2d60e2668081853ee69faf212d0bc              IT服务  ...   \n",
       "36  69bf0604ae10eb243f03c06e2c7db374                游戏  ...   \n",
       "37  e8c70da123d6c7e1efcb8675c412f368              IT服务  ...   \n",
       "38  e8c70da123d6c7e1efcb8675c412f368              IT服务  ...   \n",
       "39  2b6b0643bf65c612313162312f0bffed                游戏  ...   \n",
       "\n",
       "                                       job.title job.refreshTime job.topJob  \\\n",
       "0                                           产品经理  20230602092324       True   \n",
       "1                                           产品经理  20230317173639       True   \n",
       "2                               智能车联资深产品经理（离车智能）  20230601161931       True   \n",
       "3                    产品经理（化妆品原料）/Product Manager  20230602103507      False   \n",
       "4                            产品经理Product Manager  20230410215438      False   \n",
       "5                 神外产品销售经理 Product Sales Manager  20230428143658      False   \n",
       "6                              助理产品经理（化妆品原料）/APM  20230602103507      False   \n",
       "7                                      化妆品原料产品经理  20230507193936      False   \n",
       "8                                           产品经理  20230425140852      False   \n",
       "9                               智能座舱产品经理/专家 （车机）  20230601161931      False   \n",
       "10                         企业产品经理（Microsoft 365）  20230531104122      False   \n",
       "11                         AI应用产品经理/港资企业正编/双休WLB  20230602154243      False   \n",
       "12                                      eWMS产品经理  20230601140431      False   \n",
       "13                                  自动驾驶（硬件）产品经理  20230529185232      False   \n",
       "14                                      产科产品销售经理  20230529094328      False   \n",
       "15                                  高级产品PM（ARPG）  20230517172019      False   \n",
       "16                    Automation Product Manager  20230602112922      False   \n",
       "17   Assistant Product Manager / Product Manager  20230602105215      False   \n",
       "18                                        医药产品经理  20230321153342      False   \n",
       "19                                          产品经理  20230602105232      False   \n",
       "20  Assistant Product Manager / Product Manager   20230411142619      False   \n",
       "21                                        硬件产品经理  20230425143147      False   \n",
       "22                                 产品经理（企业数字化转型）  20230221094711      False   \n",
       "23                          eWMS Product Manager  20230413114524      False   \n",
       "24                                        产品策划经理  20230530171214      False   \n",
       "25                                  产品经理（工业消洗产品）  20230602115342      False   \n",
       "26                                        数码产品经理  20210913204744      False   \n",
       "27                         产品经理-产品企划（鞋类）(J13091)  20221116184947      False   \n",
       "28                             产品经理-产品企划(J13606)  20230206112123      False   \n",
       "29                                        产品策划经理  20230520104442      False   \n",
       "30                          eWMS Product Manager  20230530113900      False   \n",
       "31                        Senior Product Manager  20230602105215      False   \n",
       "32                              Product Manager   20230531094236      False   \n",
       "33                          eWMS Product Manager  20230524161531      False   \n",
       "34                        CRM实施顾问&项目经理PM(J12971)  20230329180701      False   \n",
       "35                                          产品经理  20230419100536      False   \n",
       "36                        项目发行PM（二次元） (MJ000855)  20220928174530      False   \n",
       "37                                        数字营销PM  20200728103437      False   \n",
       "38                                          活动PM  20210615114605      False   \n",
       "39                                          游戏PM  20200921191755      False   \n",
       "\n",
       "   job.jobId  job.advViewFlag job.pcOuterLink job.h5OuterLink  \\\n",
       "0   58569501             True                                   \n",
       "1   57075805             True                                   \n",
       "2   58422025             True                                   \n",
       "3   50965433            False                                   \n",
       "4   57679297            False                                   \n",
       "5   58215521            False                                   \n",
       "6   57794503            False                                   \n",
       "7   45379571            False             NaN             NaN   \n",
       "8   45380041            False             NaN             NaN   \n",
       "9   58421733            False                                   \n",
       "10  58973463            False                                   \n",
       "11  44113675            False             NaN             NaN   \n",
       "12  57001973            False                                   \n",
       "13  57223711            False                                   \n",
       "14  56356237            False                                   \n",
       "15  46215899            False             NaN             NaN   \n",
       "16  56876529            False                                   \n",
       "17  57513943            False                                   \n",
       "18  57157157            False                                   \n",
       "19  30477665            False                                   \n",
       "20  45187159            False             NaN             NaN   \n",
       "21  45327891            False             NaN             NaN   \n",
       "22  56295007            False                                   \n",
       "23  44978805            False             NaN             NaN   \n",
       "24  58870277            False                                   \n",
       "25  35923437            False                                   \n",
       "26  43037645            False                                   \n",
       "27  50466807            False                                   \n",
       "28  55829685            False                                   \n",
       "29  55992453            False                                   \n",
       "30  54145433            False                                   \n",
       "31  58584023            False                                   \n",
       "32  45177357            False             NaN             NaN   \n",
       "33  46414125            False             NaN             NaN   \n",
       "34  57403583            False                                   \n",
       "35  45422545            False             NaN             NaN   \n",
       "36  48905275            False                                   \n",
       "37  23154709            False                                   \n",
       "38  25415919            False                                   \n",
       "39  31935443            False                                   \n",
       "\n",
       "                                       job.link  \\\n",
       "0   https://www.liepin.com/job/1958569501.shtml   \n",
       "1   https://www.liepin.com/job/1957075805.shtml   \n",
       "2   https://www.liepin.com/job/1958422025.shtml   \n",
       "3   https://www.liepin.com/job/1950965433.shtml   \n",
       "4   https://www.liepin.com/job/1957679297.shtml   \n",
       "5   https://www.liepin.com/job/1958215521.shtml   \n",
       "6   https://www.liepin.com/job/1957794503.shtml   \n",
       "7       https://www.liepin.com/a/45379571.shtml   \n",
       "8       https://www.liepin.com/a/45380041.shtml   \n",
       "9   https://www.liepin.com/job/1958421733.shtml   \n",
       "10  https://www.liepin.com/job/1958973463.shtml   \n",
       "11      https://www.liepin.com/a/44113675.shtml   \n",
       "12  https://www.liepin.com/job/1957001973.shtml   \n",
       "13  https://www.liepin.com/job/1957223711.shtml   \n",
       "14  https://www.liepin.com/job/1956356237.shtml   \n",
       "15      https://www.liepin.com/a/46215899.shtml   \n",
       "16  https://www.liepin.com/job/1956876529.shtml   \n",
       "17  https://www.liepin.com/job/1957513943.shtml   \n",
       "18  https://www.liepin.com/job/1957157157.shtml   \n",
       "19  https://www.liepin.com/job/1930477665.shtml   \n",
       "20      https://www.liepin.com/a/45187159.shtml   \n",
       "21      https://www.liepin.com/a/45327891.shtml   \n",
       "22  https://www.liepin.com/job/1956295007.shtml   \n",
       "23      https://www.liepin.com/a/44978805.shtml   \n",
       "24  https://www.liepin.com/job/1958870277.shtml   \n",
       "25  https://www.liepin.com/job/1935923437.shtml   \n",
       "26  https://www.liepin.com/job/1943037645.shtml   \n",
       "27  https://www.liepin.com/job/1950466807.shtml   \n",
       "28  https://www.liepin.com/job/1955829685.shtml   \n",
       "29  https://www.liepin.com/job/1955992453.shtml   \n",
       "30  https://www.liepin.com/job/1954145433.shtml   \n",
       "31  https://www.liepin.com/job/1958584023.shtml   \n",
       "32      https://www.liepin.com/a/45177357.shtml   \n",
       "33      https://www.liepin.com/a/46414125.shtml   \n",
       "34  https://www.liepin.com/job/1957403583.shtml   \n",
       "35      https://www.liepin.com/a/45422545.shtml   \n",
       "36  https://www.liepin.com/job/1948905275.shtml   \n",
       "37  https://www.liepin.com/job/1923154709.shtml   \n",
       "38  https://www.liepin.com/job/1925415919.shtml   \n",
       "39  https://www.liepin.com/job/1931935443.shtml   \n",
       "\n",
       "                                       job.dataPromId job.requireEduLevel  \n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科  \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科  \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士  \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科  \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               硕士及以上  \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科  \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科  \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科  \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科  \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上  \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士  \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士  \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上  \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上  \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                学历不限  \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士  \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科  \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上  \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科  \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科  \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科  \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "93665a3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2.创建翻页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a622bf5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3f24029d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建payload\n",
    "payload_page = [] \n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cc84103c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 批量存储数据\n",
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f8fdee02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"recruiterName\":\"王先生\",\"userId\":\"4e54ac2e3b974...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>[数据产品, 基金产品, 工具产品, 投资产品, 金融理财/贷款, 设计服务, to C, ...</td>\n",
       "      <td>20230602092324</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>58569501</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>52c4365602551576abcb385e72bd8d3d</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5e38f3e729d83a67544619cd08u.jpg</td>\n",
       "      <td>9954019.0</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/9954019/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"recruiterName\":\"唐先生\",\"userId\":\"538fb44ddf62c...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>[策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品设计, 用户研究, 产品规...</td>\n",
       "      <td>20230317173639</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>57075805</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>8a3cfebed73e3f07c0e770cd23fcb1ad</td>\n",
       "      <td>2</td>\n",
       "      <td>5ca47b93509919fa0ea15bee05u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8947928.0</td>\n",
       "      <td>英联斯特(广州)餐饮设备有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/8947928/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"recruiterName\":\"田女士\",\"userId\":\"7d1ff74850b2c...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>[人工智能, 智能硬件, 市场调研, 竞品分析]</td>\n",
       "      <td>20230601161931</td>\n",
       "      <td>2</td>\n",
       "      <td>智能座舱产品经理/专家 （车机）</td>\n",
       "      <td>25-45k·15薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>58421733</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>09b02d7b61216b8edc2616a5acb8537e</td>\n",
       "      <td>2</td>\n",
       "      <td>6448d43ce25bf5312c2be9cf06u.jpeg</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>6196092ccebef22fcca2f36f01u.png</td>\n",
       "      <td>8908817.0</td>\n",
       "      <td>小鹏汽车</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8908817/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>20230602103507</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>50965433</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>[工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>57679297</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>c161b9ea744ffb27d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"jobKind\":\"1\",\"jobId\":\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>20230419100536</td>\n",
       "      <td>1</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>45422545</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>b46e176196ab3b129941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>600a795d845ac93d96472a1605u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>2</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>48905275</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>9e5b45289ab5581e337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>2</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>23154709</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>2</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>25415919</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"recruiterName\":\"邱女士\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>2</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>31935443</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>d458df6acc9507089941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>科创板上市</td>\n",
       "      <td>616e7903bbe0bb0ec5705fe401u.png</td>\n",
       "      <td>8307104.0</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"王先生\",\"userId\":\"4e54ac2e3b974...   \n",
       "1   {\"recruiterName\":\"唐先生\",\"userId\":\"538fb44ddf62c...   \n",
       "2   {\"recruiterName\":\"田女士\",\"userId\":\"7d1ff74850b2c...   \n",
       "3   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       "4   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...   \n",
       "..                                                ...   \n",
       "35  {\"recruiterName\":\"杨女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       "36  {\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "37  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "38  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "39  {\"recruiterName\":\"邱女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "..                                                ...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "\n",
       "                                           job.labels job.refreshTime  \\\n",
       "0   [数据产品, 基金产品, 工具产品, 投资产品, 金融理财/贷款, 设计服务, to C, ...  20230602092324   \n",
       "1   [策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品设计, 用户研究, 产品规...  20230317173639   \n",
       "2                            [人工智能, 智能硬件, 市场调研, 竞品分析]  20230601161931   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  20230602103507   \n",
       "4        [工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  20230410215438   \n",
       "..                                                ...             ...   \n",
       "35  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  20230419100536   \n",
       "36                                [产品优化, 二次元在研, 项目管理]  20220928174530   \n",
       "37                                                 []  20200728103437   \n",
       "38                                             [增长产品]  20210615114605   \n",
       "39                                             [数据分析]  20200921191755   \n",
       "\n",
       "   job.jobKind                    job.title  job.salary  job.dq job.jobId  \\\n",
       "0            2                         产品经理  15-25k·15薪      广州  58569501   \n",
       "1            2                         产品经理      15-20k  广州-花都区  57075805   \n",
       "2            2             智能座舱产品经理/专家 （车机）  25-45k·15薪  广州-天河区  58421733   \n",
       "3            2  产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区  50965433   \n",
       "4            2          产品经理Product Manager      20-25k  广州-番禺区  57679297   \n",
       "..         ...                          ...         ...     ...       ...   \n",
       "35           1                         产品经理  15-30k·15薪      广州  45422545   \n",
       "36           2       项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区  48905275   \n",
       "37           2                       数字营销PM        薪资面议  广州-天河区  23154709   \n",
       "38           2                         活动PM        薪资面议      广州  25415919   \n",
       "39           2                         游戏PM  15-30k·13薪  广州-海珠区  31935443   \n",
       "\n",
       "    job.topJob  ...                    recruiter.imId recruiter.imUserType  \\\n",
       "0         True  ...  52c4365602551576abcb385e72bd8d3d                    2   \n",
       "1         True  ...  8a3cfebed73e3f07c0e770cd23fcb1ad                    2   \n",
       "2         True  ...  09b02d7b61216b8edc2616a5acb8537e                    2   \n",
       "3        False  ...  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       "4        False  ...  c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       "..         ...  ...                               ...                  ...   \n",
       "35       False  ...  b46e176196ab3b129941166e65ebdb6f                    2   \n",
       "36       False  ...  9e5b45289ab5581e337193710fe42056                    2   \n",
       "37       False  ...  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       "38       False  ...  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       "39       False  ...  d458df6acc9507089941166e65ebdb6f                    2   \n",
       "\n",
       "            recruiter.recruiterPhoto comp.compStage  \\\n",
       "0    5f8f986aea60860b75384fab08u.jpg             B轮   \n",
       "1    5ca47b93509919fa0ea15bee05u.png            NaN   \n",
       "2   6448d43ce25bf5312c2be9cf06u.jpeg           美股上市   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       "4    5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       "..                               ...            ...   \n",
       "35   600a795d845ac93d96472a1605u.png            NaN   \n",
       "36   5f8f986779c7cc70efbf36c008u.jpg            已上市   \n",
       "37   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       "38   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       "39   62903e4ce4c190153f6f304c06u.jpg          科创板上市   \n",
       "\n",
       "                      comp.compLogo  comp.compId     comp.compName  \\\n",
       "0   5e38f3e729d83a67544619cd08u.jpg    9954019.0              盈米基金   \n",
       "1   61b07937d0458d53c627567e02u.jpg    8947928.0  英联斯特(广州)餐饮设备有限公司   \n",
       "2   6196092ccebef22fcca2f36f01u.png    8908817.0              小鹏汽车   \n",
       "3   6274ee6d04a5ff469b10880402u.png    8112968.0              仙婷集团   \n",
       "4   61b07937d0458d53c627567e02u.jpg   13315477.0    广州市新目标电子商务有限公司   \n",
       "..                              ...          ...               ...   \n",
       "35  60e2fe0bf3df194a3c48adb502u.png          NaN             某知名公司   \n",
       "36  5ff42565bebf7311a41e860005u.png     803274.0              广州百田   \n",
       "37  5bfea15d74719d2aa34c24f803a.png    6629285.0         恩梯梯数据(中国)   \n",
       "38  5bfea15d74719d2aa34c24f803a.png    6629285.0         恩梯梯数据(中国)   \n",
       "39  616e7903bbe0bb0ec5705fe401u.png    8307104.0      英雄互娱科技股份有限公司   \n",
       "\n",
       "   comp.compScale comp.compIndustry                                 comp.link  \n",
       "0        100-499人          基金/证券/期货   https://www.liepin.com/company/9954019/  \n",
       "1        500-999人             机械/设备   https://www.liepin.com/company/8947928/  \n",
       "2        10000人以上              整车制造   https://www.liepin.com/company/8908817/  \n",
       "3          50-99人            贸易/进出口   https://www.liepin.com/company/8112968/  \n",
       "4        100-499人              IT服务  https://www.liepin.com/company/13315477/  \n",
       "..            ...               ...                                       ...  \n",
       "35       100-499人              IT服务                                            \n",
       "36       500-999人                游戏    https://www.liepin.com/company/803274/  \n",
       "37     2000-5000人              IT服务   https://www.liepin.com/company/6629285/  \n",
       "38     2000-5000人              IT服务   https://www.liepin.com/company/6629285/  \n",
       "39     1000-2000人                游戏   https://www.liepin.com/company/8307104/  \n",
       "\n",
       "[840 rows x 31 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6e56b720",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>...</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022校招-营销中心-产品经理助理</th>\n",
       "      <td>{\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...</td>\n",
       "      <td>%7B%22jobId%22%3A%2247544603%22%2C%22ckId%22%3...</td>\n",
       "      <td>False</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>24464779696ae1f3c1bd2b3e9fec8144</td>\n",
       "      <td>2</td>\n",
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       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>9803471</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>5da02d450c1585184590d96f08u.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/9803471/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023届提前批-产品经理 (MJ012344)</th>\n",
       "      <td>{\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257974857%22%2C%22ckId%22%3...</td>\n",
       "      <td>False</td>\n",
       "      <td>张先生</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>4424dbbb847efb7bd9f9b108068c7fc3</td>\n",
       "      <td>2</td>\n",
       "      <td>25f6b1ac52e7301746c75814fc02784c</td>\n",
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       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>693385</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>广联达</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人力资源数据产品经理</th>\n",
       "      <td>{\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257191493%22%2C%22ckId%22%3...</td>\n",
       "      <td>False</td>\n",
       "      <td>饶先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>80b8e48c629e0b0704612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>1421537</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网学习平台产品经理</th>\n",
       "      <td>{\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257061851%22%2C%22ckId%22%3...</td>\n",
       "      <td>False</td>\n",
       "      <td>饶先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>80b8e48c629e0b0704612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>1421537</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>光器件产品经理</th>\n",
       "      <td>{\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256924959%22%2C%22ckId%22%3...</td>\n",
       "      <td>False</td>\n",
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       "      <td></td>\n",
       "      <td>3338a96140162a1413f41eedf071201e</td>\n",
       "      <td>2</td>\n",
       "      <td>8d160b6be5afbb63202b01fa8633e46c</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>12753371</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>61aeb56ca53a6d21af3c33ed04u.png</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/12753371/</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>车产品经理</th>\n",
       "      <td>{\"imId\":\"a52981d937e43ae4351ff05530f680dd\",\"im...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>False</td>\n",
       "      <td>覃女士</td>\n",
       "      <td>信息化总监</td>\n",
       "      <td>a52981d937e43ae4351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>4c1479d6012e7b86caa970d322aac25f</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>9550328</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>合创汽车</td>\n",
       "      <td>5d00cd29501544662c97ebe001u.jpg</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/9550328/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>储备干部—产品经理</th>\n",
       "      <td>{\"imId\":\"d0ae3dde372a86174383db9bf147ecbd\",\"im...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>False</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>d0ae3dde372a86174383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>913622d8dc81eb0e78ae6c25a4ad1833</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>[支付产品, 支付行业, 产品设计, 产品规划, 用户研究]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>12691289</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>嘉联支付有限公司广州分公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>https://www.liepin.com/company/12691289/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>酒店签约产品经理</th>\n",
       "      <td>{\"imId\":\"84d19e79d4adc2a504612e645251413c\",\"im...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>False</td>\n",
       "      <td>李先生</td>\n",
       "      <td>运营总监</td>\n",
       "      <td>84d19e79d4adc2a504612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>b4e202c249d928a12ab21b867543c76b</td>\n",
       "      <td>603486248f5866739fffda8207u.png</td>\n",
       "      <td>[BD，业务，采购，, 酒店/旅行社合作]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>12569735</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>广州视界行旅行社有限公司</td>\n",
       "      <td>603470aab9834220c1e1405904u.jpg</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>https://www.liepin.com/company/12569735/</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>一年以下</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>{\"imId\":\"f07475d7118ceba61b4fb320fc878e26\",\"im...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>False</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>产品助理</td>\n",
       "      <td>f07475d7118ceba61b4fb320fc878e26</td>\n",
       "      <td>2</td>\n",
       "      <td>e2c8dc64bf6351839e99cda7b2bf580a</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>9838667</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>广州视臻信息科技有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/9838667/</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金融产品经理</th>\n",
       "      <td>{\"imId\":\"dfd87038bcffad82351ff05530f680dd\",\"im...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>False</td>\n",
       "      <td>纪女士</td>\n",
       "      <td></td>\n",
       "      <td>dfd87038bcffad82351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>7ca01ec408ef1d30ae8e48b4e676e58b</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>9874217</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 dataParams  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...   \n",
       "2023届提前批-产品经理 (MJ012344)  {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...   \n",
       "人力资源数据产品经理                {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...   \n",
       "互联网学习平台产品经理               {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...   \n",
       "光器件产品经理                   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "...                                                                     ...   \n",
       "车产品经理                     {\"imId\":\"a52981d937e43ae4351ff05530f680dd\",\"im...   \n",
       "储备干部—产品经理                 {\"imId\":\"d0ae3dde372a86174383db9bf147ecbd\",\"im...   \n",
       "酒店签约产品经理                  {\"imId\":\"84d19e79d4adc2a504612e645251413c\",\"im...   \n",
       "产品经理                      {\"imId\":\"f07475d7118ceba61b4fb320fc878e26\",\"im...   \n",
       "金融产品经理                    {\"imId\":\"dfd87038bcffad82351ff05530f680dd\",\"im...   \n",
       "\n",
       "                                                                   dataInfo  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        %7B%22jobId%22%3A%2247544603%22%2C%22ckId%22%3...   \n",
       "2023届提前批-产品经理 (MJ012344)  %7B%22jobId%22%3A%2257974857%22%2C%22ckId%22%3...   \n",
       "人力资源数据产品经理                %7B%22jobId%22%3A%2257191493%22%2C%22ckId%22%3...   \n",
       "互联网学习平台产品经理               %7B%22jobId%22%3A%2257061851%22%2C%22ckId%22%3...   \n",
       "光器件产品经理                   %7B%22jobId%22%3A%2256924959%22%2C%22ckId%22%3...   \n",
       "...                                                                     ...   \n",
       "车产品经理                     %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "储备干部—产品经理                 %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "酒店签约产品经理                  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "产品经理                      %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "金融产品经理                    %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "\n",
       "                          recruiter.chatted recruiter.recruiterName  \\\n",
       "job.title                                                             \n",
       "2022校招-营销中心-产品经理助理                    False                     胡先生   \n",
       "2023届提前批-产品经理 (MJ012344)              False                     张先生   \n",
       "人力资源数据产品经理                            False                     饶先生   \n",
       "互联网学习平台产品经理                           False                     饶先生   \n",
       "光器件产品经理                               False                     陈女士   \n",
       "...                                     ...                     ...   \n",
       "车产品经理                                 False                     覃女士   \n",
       "储备干部—产品经理                             False                     陈女士   \n",
       "酒店签约产品经理                              False                     李先生   \n",
       "产品经理                                  False                     黄先生   \n",
       "金融产品经理                                False                     纪女士   \n",
       "\n",
       "                         recruiter.recruiterTitle  \\\n",
       "job.title                                           \n",
       "2022校招-营销中心-产品经理助理                           招聘主管   \n",
       "2023届提前批-产品经理 (MJ012344)                  招聘经理/主管   \n",
       "人力资源数据产品经理                                   招聘经理   \n",
       "互联网学习平台产品经理                                  招聘经理   \n",
       "光器件产品经理                                             \n",
       "...                                           ...   \n",
       "车产品经理                                       信息化总监   \n",
       "储备干部—产品经理                                      HR   \n",
       "酒店签约产品经理                                     运营总监   \n",
       "产品经理                                         产品助理   \n",
       "金融产品经理                                              \n",
       "\n",
       "                                            recruiter.imId  \\\n",
       "job.title                                                    \n",
       "2022校招-营销中心-产品经理助理        24464779696ae1f3c1bd2b3e9fec8144   \n",
       "2023届提前批-产品经理 (MJ012344)  4424dbbb847efb7bd9f9b108068c7fc3   \n",
       "人力资源数据产品经理                80b8e48c629e0b0704612e645251413c   \n",
       "互联网学习平台产品经理               80b8e48c629e0b0704612e645251413c   \n",
       "光器件产品经理                   3338a96140162a1413f41eedf071201e   \n",
       "...                                                    ...   \n",
       "车产品经理                     a52981d937e43ae4351ff05530f680dd   \n",
       "储备干部—产品经理                 d0ae3dde372a86174383db9bf147ecbd   \n",
       "酒店签约产品经理                  84d19e79d4adc2a504612e645251413c   \n",
       "产品经理                      f07475d7118ceba61b4fb320fc878e26   \n",
       "金融产品经理                    dfd87038bcffad82351ff05530f680dd   \n",
       "\n",
       "                         recruiter.imUserType  \\\n",
       "job.title                                       \n",
       "2022校招-营销中心-产品经理助理                          2   \n",
       "2023届提前批-产品经理 (MJ012344)                    2   \n",
       "人力资源数据产品经理                                  2   \n",
       "互联网学习平台产品经理                                 2   \n",
       "光器件产品经理                                     2   \n",
       "...                                       ...   \n",
       "车产品经理                                       2   \n",
       "储备干部—产品经理                                   2   \n",
       "酒店签约产品经理                                    2   \n",
       "产品经理                                        2   \n",
       "金融产品经理                                      2   \n",
       "\n",
       "                                     recruiter.recruiterId  \\\n",
       "job.title                                                    \n",
       "2022校招-营销中心-产品经理助理        f194b22457f2070ef1c68874fefd88f0   \n",
       "2023届提前批-产品经理 (MJ012344)  25f6b1ac52e7301746c75814fc02784c   \n",
       "人力资源数据产品经理                c8b040414c97595a274a08c89b7442b4   \n",
       "互联网学习平台产品经理               c8b040414c97595a274a08c89b7442b4   \n",
       "光器件产品经理                   8d160b6be5afbb63202b01fa8633e46c   \n",
       "...                                                    ...   \n",
       "车产品经理                     4c1479d6012e7b86caa970d322aac25f   \n",
       "储备干部—产品经理                 913622d8dc81eb0e78ae6c25a4ad1833   \n",
       "酒店签约产品经理                  b4e202c249d928a12ab21b867543c76b   \n",
       "产品经理                      e2c8dc64bf6351839e99cda7b2bf580a   \n",
       "金融产品经理                    7ca01ec408ef1d30ae8e48b4e676e58b   \n",
       "\n",
       "                                 recruiter.recruiterPhoto  \\\n",
       "job.title                                                   \n",
       "2022校招-营销中心-产品经理助理        5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "2023届提前批-产品经理 (MJ012344)  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "人力资源数据产品经理                5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "互联网学习平台产品经理               5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "光器件产品经理                   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "...                                                   ...   \n",
       "车产品经理                     5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "储备干部—产品经理                 5f8f986779c7cc70efbf36c008u.jpg   \n",
       "酒店签约产品经理                  603486248f5866739fffda8207u.png   \n",
       "产品经理                      5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "金融产品经理                    5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "\n",
       "                                                              job.labels  ...  \\\n",
       "job.title                                                                 ...   \n",
       "2022校招-营销中心-产品经理助理                                                  [本科]  ...   \n",
       "2023届提前批-产品经理 (MJ012344)                          [本科, 产品设计, 用户研究, 产品规划]  ...   \n",
       "人力资源数据产品经理                [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  ...   \n",
       "互联网学习平台产品经理                                 [硕士, 内容产品, 金融行业, to G, 需求分析]  ...   \n",
       "光器件产品经理                                           [硕士, 数据产品, 用户研究, 团队管理]  ...   \n",
       "...                                                                  ...  ...   \n",
       "车产品经理                                                                 []  ...   \n",
       "储备干部—产品经理                                 [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  ...   \n",
       "酒店签约产品经理                                           [BD，业务，采购，, 酒店/旅行社合作]  ...   \n",
       "产品经理                                                                  []  ...   \n",
       "金融产品经理                                                            [金融产品]  ...   \n",
       "\n",
       "                         job.advViewFlag comp.compId comp.compScale  \\\n",
       "job.title                                                             \n",
       "2022校招-营销中心-产品经理助理                 False     9803471     1000-2000人   \n",
       "2023届提前批-产品经理 (MJ012344)           False      693385     2000-5000人   \n",
       "人力资源数据产品经理                         False     1421537    5000-10000人   \n",
       "互联网学习平台产品经理                        False     1421537    5000-10000人   \n",
       "光器件产品经理                            False    12753371         50-99人   \n",
       "...                                  ...         ...            ...   \n",
       "车产品经理                              False     9550328     1000-2000人   \n",
       "储备干部—产品经理                          False    12691289         50-99人   \n",
       "酒店签约产品经理                           False    12569735          1-49人   \n",
       "产品经理                               False     9838667    5000-10000人   \n",
       "金融产品经理                             False     9874217     2000-5000人   \n",
       "\n",
       "                            comp.compName                    comp.compLogo  \\\n",
       "job.title                                                                    \n",
       "2022校招-营销中心-产品经理助理                 泰邦生物集团  5da02d450c1585184590d96f08u.png   \n",
       "2023届提前批-产品经理 (MJ012344)              广联达  5bfe954674719dc6ed7416af03a.png   \n",
       "人力资源数据产品经理                           广发证券  5bfea33774719d2aa34c7eb903a.png   \n",
       "互联网学习平台产品经理                          广发证券  5bfea33774719d2aa34c7eb903a.png   \n",
       "光器件产品经理                      高勘(广州)技术有限公司  61aeb56ca53a6d21af3c33ed04u.png   \n",
       "...                                   ...                              ...   \n",
       "车产品经理                                合创汽车  5d00cd29501544662c97ebe001u.jpg   \n",
       "储备干部—产品经理                   嘉联支付有限公司广州分公司  61b07937d0458d53c627567e02u.jpg   \n",
       "酒店签约产品经理                     广州视界行旅行社有限公司  603470aab9834220c1e1405904u.jpg   \n",
       "产品经理                         广州视臻信息科技有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "金融产品经理                    广发证券股份有限公司广州分公司  60ab7b474005a2070875f99702u.png   \n",
       "\n",
       "                         comp.compIndustry  \\\n",
       "job.title                                    \n",
       "2022校招-营销中心-产品经理助理                      制药   \n",
       "2023届提前批-产品经理 (MJ012344)               互联网   \n",
       "人力资源数据产品经理                        基金/证券/期货   \n",
       "互联网学习平台产品经理                       基金/证券/期货   \n",
       "光器件产品经理                               通信设备   \n",
       "...                                    ...   \n",
       "车产品经理                                 整车制造   \n",
       "储备干部—产品经理                             科技金融   \n",
       "酒店签约产品经理                             酒店/民宿   \n",
       "产品经理                                 计算机软件   \n",
       "金融产品经理                            基金/证券/期货   \n",
       "\n",
       "                                                         comp.link  \\\n",
       "job.title                                                            \n",
       "2022校招-营销中心-产品经理助理         https://www.liepin.com/company/9803471/   \n",
       "2023届提前批-产品经理 (MJ012344)    https://www.liepin.com/company/693385/   \n",
       "人力资源数据产品经理                 https://www.liepin.com/company/1421537/   \n",
       "互联网学习平台产品经理                https://www.liepin.com/company/1421537/   \n",
       "光器件产品经理                   https://www.liepin.com/company/12753371/   \n",
       "...                                                            ...   \n",
       "车产品经理                      https://www.liepin.com/company/9550328/   \n",
       "储备干部—产品经理                 https://www.liepin.com/company/12691289/   \n",
       "酒店签约产品经理                  https://www.liepin.com/company/12569735/   \n",
       "产品经理                       https://www.liepin.com/company/9838667/   \n",
       "金融产品经理                     https://www.liepin.com/company/9874217/   \n",
       "\n",
       "                         comp.compStage job.requireEduLevel  \\\n",
       "job.title                                                     \n",
       "2022校招-营销中心-产品经理助理                  NaN                 NaN   \n",
       "2023届提前批-产品经理 (MJ012344)            已上市                 NaN   \n",
       "人力资源数据产品经理                          已上市                 NaN   \n",
       "互联网学习平台产品经理                         已上市                 NaN   \n",
       "光器件产品经理                              A轮                 NaN   \n",
       "...                                 ...                 ...   \n",
       "车产品经理                               NaN                  本科   \n",
       "储备干部—产品经理                           NaN                统招本科   \n",
       "酒店签约产品经理                          融资未公开               中专/中技   \n",
       "产品经理                               战略投资                  本科   \n",
       "金融产品经理                             港股上市                统招本科   \n",
       "\n",
       "                          job.requireWorkYears  \n",
       "job.title                                       \n",
       "2022校招-营销中心-产品经理助理                         NaN  \n",
       "2023届提前批-产品经理 (MJ012344)                   NaN  \n",
       "人力资源数据产品经理                                 NaN  \n",
       "互联网学习平台产品经理                                NaN  \n",
       "光器件产品经理                                    NaN  \n",
       "...                                        ...  \n",
       "车产品经理                                     经验不限  \n",
       "储备干部—产品经理                                 经验不限  \n",
       "酒店签约产品经理                                  一年以下  \n",
       "产品经理                                      经验不限  \n",
       "金融产品经理                                    经验不限  \n",
       "\n",
       "[840 rows x 31 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "0f8c6684",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022校招-营销中心-产品经理助理</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>制药</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023届提前批-产品经理 (MJ012344)</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>广联达</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>人力资源数据产品经理</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>19-20k·18薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>互联网学习平台产品经理</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>光器件产品经理</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>车产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>合创汽车</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>储备干部—产品经理</td>\n",
       "      <td>[支付产品, 支付行业, 产品设计, 产品规划, 用户研究]</td>\n",
       "      <td>2-3k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>嘉联支付有限公司广州分公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>酒店签约产品经理</td>\n",
       "      <td>[BD，业务，采购，, 酒店/旅行社合作]</td>\n",
       "      <td>6-11k</td>\n",
       "      <td>广州</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>广州视界行旅行社有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>广州视臻信息科技有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    job.title                                      job.labels  \\\n",
       "0          2022校招-营销中心-产品经理助理                                            [本科]   \n",
       "1    2023届提前批-产品经理 (MJ012344)                          [本科, 产品设计, 用户研究, 产品规划]   \n",
       "2                  人力资源数据产品经理  [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       "3                 互联网学习平台产品经理                    [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       "4                     光器件产品经理                          [硕士, 数据产品, 用户研究, 团队管理]   \n",
       "..                        ...                                             ...   \n",
       "835                     车产品经理                                              []   \n",
       "836                 储备干部—产品经理                  [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]   \n",
       "837                  酒店签约产品经理                           [BD，业务，采购，, 酒店/旅行社合作]   \n",
       "838                      产品经理                                              []   \n",
       "839                    金融产品经理                                          [金融产品]   \n",
       "\n",
       "     job.salary  job.dq job.requireEduLevel job.requireWorkYears  \\\n",
       "0         8-10k  广州-番禺区                 NaN                  NaN   \n",
       "1    15-25k·15薪  广州-越秀区                 NaN                  NaN   \n",
       "2    19-20k·18薪  广州-天河区                 NaN                  NaN   \n",
       "3        19-25k      广州                 NaN                  NaN   \n",
       "4    15-20k·14薪  广州-黄埔区                 NaN                  NaN   \n",
       "..          ...     ...                 ...                  ...   \n",
       "835      15-30k  广州-南沙区                  本科                 经验不限   \n",
       "836        2-3k  广州-天河区                统招本科                 经验不限   \n",
       "837       6-11k      广州               中专/中技                 一年以下   \n",
       "838      15-30k  广州-黄埔区                  本科                 经验不限   \n",
       "839       5-10k      广州                统招本科                 经验不限   \n",
       "\n",
       "    comp.compIndustry    comp.compName comp.compScale  \n",
       "0                  制药           泰邦生物集团     1000-2000人  \n",
       "1                 互联网              广联达     2000-5000人  \n",
       "2            基金/证券/期货             广发证券    5000-10000人  \n",
       "3            基金/证券/期货             广发证券    5000-10000人  \n",
       "4                通信设备     高勘(广州)技术有限公司         50-99人  \n",
       "..                ...              ...            ...  \n",
       "835              整车制造             合创汽车     1000-2000人  \n",
       "836              科技金融    嘉联支付有限公司广州分公司         50-99人  \n",
       "837             酒店/民宿     广州视界行旅行社有限公司          1-49人  \n",
       "838             计算机软件     广州视臻信息科技有限公司    5000-10000人  \n",
       "839          基金/证券/期货  广发证券股份有限公司广州分公司     2000-5000人  \n",
       "\n",
       "[840 rows x 9 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_广州"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e5f2aea",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据分析：职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "7f8eaf30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                          105\n",
       "金融产品经理                         42\n",
       "产品经理（凡科商城SaaS）                 21\n",
       "产品经理(J11023)                   21\n",
       "人力资源数据产品经理                     21\n",
       "广电运通-产品经理（应届生）                 21\n",
       "直播运营（PM）(J10125)               21\n",
       "产品经理培训生                        21\n",
       "产品经理（管培）                       21\n",
       "互联网学习平台产品经理                    21\n",
       "专案PM                           21\n",
       "产品经理（校招）                       21\n",
       "产品经理（高级产品经理&资深产品经理）            21\n",
       "中科开创-产品经理(应届生）                 21\n",
       "酒店签约产品经理                       21\n",
       "2023届-大数据平台产品经理 (MJ001161)     21\n",
       "直播运营（PM） J10125                21\n",
       "产品经理实习生                        21\n",
       "直播运营（PM）                       21\n",
       "车产品经理                          21\n",
       "行业产品经理                         21\n",
       "BIM产品经理【校招】                    21\n",
       "基准医疗-助理产品经理（应届生）               21\n",
       "2023届提前批-产品经理 (MJ012344)       21\n",
       "产品经理（2023届校招）                  21\n",
       "2022校招-营销中心-产品经理助理             21\n",
       "2023届-产品经理 (MJ001163)          21\n",
       "IT产品经理实习生                      21\n",
       "光器件产品经理                        21\n",
       "（储备）产品经理                       21\n",
       "【校招】信用卡产品经理                    21\n",
       "（储备）产品经理--20-22届本科             21\n",
       "储备干部—产品经理                      21\n",
       "eWMS产品经理                       21\n",
       "金融产品经理（番禺万博二路）                 21\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be2d4495",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据分析：区域分析（可以做地图）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "55f6e213",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        252\n",
       "广州-黄埔区    189\n",
       "广州-天河区    189\n",
       "广州-越秀区     84\n",
       "广州-南沙区     42\n",
       "广州-番禺区     42\n",
       "广州-海珠区     42\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "61ad8d92",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据分析：公司分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f7536985",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "茉莉传媒                     63\n",
       "广州开发区人才交流服务中心            63\n",
       "汤臣倍健                     42\n",
       "广发证券股份有限公司广州分公司          42\n",
       "嘉为科技                     42\n",
       "广发证券                     42\n",
       "广电运通金融电子                 42\n",
       "广东南方数码科技股份有限公司           21\n",
       "广发证券股份有限公司广州环市东路证券营业部    21\n",
       "联通(广东)产业互联网有限公司          21\n",
       "广州宝洁有限公司                 21\n",
       "广金征信                     21\n",
       "友邦资讯科技(广州)有限公司           21\n",
       "凡科                       21\n",
       "中国联合网络通信有限公司广州市分公司       21\n",
       "尚航科技                     21\n",
       "光宝科技(常州)有限公司             21\n",
       "广州银行信用卡                  21\n",
       "润建股份                     21\n",
       "高勘(广州)技术有限公司             21\n",
       "广州一九一九网络科技有限公司           21\n",
       "泰邦生物集团                   21\n",
       "广州奥昆食品有限公司               21\n",
       "广州数方网络科技有限公司             21\n",
       "广联达                      21\n",
       "中望软件                     21\n",
       "嘉联支付有限公司广州分公司            21\n",
       "广州视臻信息科技有限公司             21\n",
       "城建设计院                    21\n",
       "广州视界行旅行社有限公司             21\n",
       "合创汽车                     21\n",
       "Name: comp.compName, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['comp.compName'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "58bf6d8e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aebc31a0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "750f53e4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "18a7c5aa",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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